{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ee92f2e1-e4a0-4379-acc9-a8f9dc0c1762",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27d5d04f-3b16-48fb-997c-f9580ec059cc",
   "metadata": {},
   "source": [
    "## 分布图：双变量\n",
    "\n",
    "### jointplot()函数\n",
    "\n",
    "#### 重点\n",
    "\n",
    "1. jointplot的作用是将多张中聚合到一张图中，基础的主图类型有：\n",
    "    1. scatter(默认) ==> jointplot(kind=\"scatter\")\n",
    "    2. reg ==> jointplot(kind=\"reg\")\n",
    "    3. resid ==> jointplot(kind=\"resid\")\n",
    "    4. kde ==> jointplot(kind=\"kde\")\n",
    "    5. hex ==> jointplot(kind=\"hex\")\n",
    "2. color参数设置绘图颜色\n",
    "3. height参数设置图的大小\n",
    "4. ratio参数设置主图跟副图的比例（n:1）\n",
    "5. space参数设置主图跟副图之间的空格\n",
    "6. marginal_kws参数设置副图的显式效果\n",
    "    * rug设置副图显示rug图\n",
    "    * kde设置副图显示kde曲线\n",
    "    * bins设置副图分块数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "317c3f6e-f4d5-4363-b18c-6aa82952b49f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据(seaborn提供测试数据)\n",
    "tips = pd.read_csv(\"dataset/tips.csv\")\n",
    "# 查看数据\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "611a86df-b626-4359-9936-275cb09e08b6",
   "metadata": {},
   "source": [
    "#### kind参数\n",
    "通过kind参数可以设定基本绘图类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "09495a83-8aad-45fb-8a3a-b3efa0dfcf18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x18cab9390>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 主图为散点图，副图为直方图\n",
    "    # 注意，主图为散点图，不需要显示传参 kind=“scatter”\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\",data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "156bed16-ebdd-4fdf-a8dd-d4754c2a28de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x18cff55d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 主图为kde图，副图为kde图\n",
    "    # 注意，需要显示传参 kind=“kde”\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\",data=tips, kind=\"kde\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0feb96ef-d64a-4139-81a0-f53391caa43f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x10ad71cd0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 主图为线性回归图，副图为直方图+kde\n",
    "    # 注意，需要显示传参 kind=“reg”\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\",data=tips, kind=\"reg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c14d044e-5ec9-4b1d-a87a-956fdbf9b47c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x18f41b250>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 主图为六边形图，副图为直方图\n",
    "    # 注意，需要显示传参 kind=“hex”\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\",data=tips, kind=\"hex\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d69d0f3a-3fa6-4fe8-b7b2-4c6a506c1f19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x18f42cc90>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 主图为六边形图，副图为直方图\n",
    "    # 注意，需要显示传参 kind=“hex”\n",
    "    # 可通过gridsize参数设定六边形图的大小\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\",data=tips, kind=\"hex\", gridsize=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83313c7b-3c27-4d51-ae57-908cf61d2ff1",
   "metadata": {},
   "source": [
    "#### color参数\n",
    "通过color参数可以设定绘图的颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "37e7e57a-b77d-4b9e-bc04-5b71d4c4d4d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x18f63e190>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tZjuAjJEkAYDf9fbmth2ALZIkAPC7v6z6nvV2ALZIkgDA7yZNklpb7be1tprtADJGkgQAfldbKz3yyMhEqbXVvE8ZgJIzdswY1dfXux2G71EnCQCKQUODtH79cJ2kmhrTgkSCVJIeX7dOjY2NbofheyRJAFAsamtJiiBJmkQXqyPobgMAALBBkgQAAGCDJAkAAMAGSRIAAIANkiQAAAAbJEkAAAA2SJIAAABskCQBAADYIEkCAACwQZIEAABggyQJAADABkkSAACADZIkAAAAGyRJAAAANkiSAAAAbJAkAQAA2CBJAgAAsEGSBAAAYKPM7QAAAICzOjo6NH78+KHX9fX1amxsdDEifwpEIpGI20HkUzgcVk1NjXp7e1VdXe12OAAA5I31zIs3rqJCwY4OEqUM0ZIEAECReehTn9K8qipJUnBgQEuCQXV3d5MkZYgkCQCAIjNz3DjN/UuShOwxcBsAAMAGSRIAAIANkiQAAAAbJEkAAAA2SJIAAABsMLsNAFAaQiFp716pt1eaMEGaOFGqrXU7KngYLUkAgOLX1SUtXiw1NUnNzdKsWeZ1V5fbkcHDSJIAIJVQSNq5U9q8WeroMK/hH6GQdMUVUnt77Pvt7eZ9vp9IgCQJAJKhBcL/9u4dmSBZ2tvNdsAGSRIAJEILRHHo7c1tO0oWSRIAJEILRHGwWfA1o+0oWSRJAJAILRDFYdIkqbXVfltrq9kO2CBJAoBEaIEoDrW10iOPjEyUWlvN+5QBQALUSQKARKwWCLsuN1og/KWhQVq/frhOUk2N+f6RICEJkiQASMRqgYgfvE0LhD/V1vI9Q0ZIkgC/8kP1YD/EmAotEEDJIkkC/KirK3HrRkODe3FF80OM6aIFAihJDNwG/MYPtXv8ECMApEBLEuA36dTucbvVww8xAkXs/wuHNX70aElScGDA5Wj8iyQJ8Bs/1O7xQ4xAEVv2xz/GvB5XUaH6+nqXovEvkiTAb/xQu8cPMQJFbt26dWpqapIk1dfXq7Gx0eWI/IcxSYDf+KF6sB9iBIpcU1OT5s6dq7lz55IgZYkkCfAbP1QP9kOMAJAC3W2AH/mhdo8fYgSAJEiSAL/yQ+0eP8QIAAnQ3QYAAGCDJAkAAMAGSRIAAIANkiQAAAAbJEkAAAA2SJIAAABskCQBAADYIEkCAACwQZIEAABggyQJAADABkkSAACADZIkAAAAG55Pkv70pz9pyZIlOvbYYzVu3DjNmTNH27ZtczssAH4TCkk7d0qbN0sdHeY1ACRR5nYAyYRCIS1YsEB/9Vd/pV/+8peaOHGi3nnnHU2YMMHt0AD4SVeXdMUVUnv78HutrdIjj0gNDe7FBcDTPJ0k3XnnnWpoaNCjjz469N706dPdCwiA/4RCIxMkyby+4gpp/Xqpttad2AB4mqe725555hmdfvrp+spXvqKJEyfqM5/5jB5++OGkxwwODiocDsd8AShhe/eOTJAs7e1mO+BTyZ55wWBQr732ml577TV1dna6GKV/eTpJ+uMf/6j7779fJ510kv7rv/5LV199tZYvX66f/OQnCY9ZvXq1ampqhr4aaEoHvKlQY4R6e3PbDnhYomdeQNKSJUs0b948zZs3T00zZ5IoZSEQiUQibgeRyJgxY3T66afrlVdeGXpv+fLl2rJli1599VXbYwYHBzU4ODj0OhwOq6GhQb29vaqurs57zADSUMgxQjt3Sk1NibcHg9KsWc5eEyiQRM+8H55wgs7/SzdycGBAS4JBbdu2TXPnznUrVF/ydEvSlClT9OlPfzrmvaampqTZcHl5uaqrq2O+AHhIqjFCTrcoTZpkEjA7ra1mO+BTiZ55Z1VXa25VleZWValp3DiXo/QvTydJCxYsUEdHR8x7b731lo4//niXIgJ8zgvT4As9Rqi21rRQxSdKVssVg7YBJODp2W3XX3+95s+frzvuuENf/epX9bvf/U4PPfSQHnroIbdDA/zHK9Pg3Rgj1NBgZrHt3WvOX1NjWpBIkAAk4ekk6YwzztDTTz+tG2+8UX//93+vGTNmaM2aNfra177mdmiAv3hpGnxNTW7bs1VbS1IEICOeTpIk6aKLLtJFF13kdhiAv6XTxVWoBMIaI2QXD2OEAHiIp8ckAXCIl6bBM0YIgE94viUJgAPc6uJKhDFCAHyAJAkoBV7s4mKMEACPo7sNKAV0cQFAxmhJAkoFXVwAkBGSJMDPQqHhpGfCBGnixORJD11cAJA2utsAv+rqkhYvNuuSNTeb9ccWLzbvAwByRpIE+FGh1z9zmxeWUwFQckiSAD8q9PpnbqLFDIBLsh6TtHXrVgWDQQUCAc2aNUunn366k3EBSMZLxSHzyUvLqQAoORknSe+//74uueQSvfzyy5owYYIkaf/+/Zo/f76eeOIJNRRyoUygVHmtOGS+eGk5FQAlJ+Putssvv1wff/yxgsGgenp61NPTo2AwqEgkom984xv5iBFAPKs4pJ1iWv+sVFrMAHhSxknSb3/7W91///2aOXPm0HszZ87Uj370I/32t791NDgACZRKcchSaTED4EkZd7c1Njbq448/HvH+4cOH9YlPfMKRoACkoRSKQ3pxORUAJSPjJOmuu+7Sddddpx//+MeaN2+eAoGAtm7dqhUrVugf//Ef8xEjgESKvTik1WIWP3i72FrMAIe93tOjwOCgJKnj4EFJUjAYzPp89fX1amxsdCQ2PwlEIpFIJgfU1tZqYGBAhw8fVlmZybGsv1dWVsbs29PT41ykWQqHw6qpqVFvb6+qq6vdDgdANqIrixdjixngEOuZF2+UpKM5nHdcRYWCHR0llyhl3JK0Zs2aPIQBAEkUe4sZ4LBVjY1qimq4mFBWpiljxmR1ruDAgJYEg+ru7iZJSuXSSy/NRxwAAMAhrXV1OvsvZXqQvbSSpHA4PNRVFQ6Hk+5LlxYAACgGaSVJtbW12r17tyZOnKgJEyYoEAiM2CcSiSgQCOjIkSOOBwkAAFBoaSVJv/71r1VXVydJevTRR9XQ0KDRo0fH7HP06FF1dnY6HyEAAIAL0kqSzjnnnKG/X3755UOtStE+/PBDLVy4kDFLAACgKGRccdvqVot34MABVVRUOBIUAACA29Ke3bZy5UpJUiAQ0M0336xx48YNbTty5Ig2b96sOXPmOB4gAACAG9JOkv77v/9bkmlJ2rFjh8ZE1VsYM2aMZs+erW9961vORwgAAOCCtJOk3/zmN5Kkyy67TGvXrmWqP4DSFV0BfMIEaeJEil0CRSjjYpKPPvpoPuIA4BUkAMm9/770y19KU6ZIhw5J3d3Siy9KF1wgTZvmdnQAHJRxkgQP4CGGfOnqSryYbEND4eLw6s94KCS9/bb0b/8mbdgw/H5Li3TSSVJlpTfiBOCIjGe3wWVdXdLixVJTk9TcLM2aZV53dbkdGfwuFBqZIEnm9RVXmO2F4OWf8Z4e6bbbYhMkyby+7TazHUDRIEnyE688xFCc9u4d+bNlaW832/PN6z/jfX0jEyTLhg1mO4CiQZLkJ154iKF49fbmtt0JXv8ZP3Ag+fb+/sLEAaAgSJL8xAsPMRSvmprctjvB6z/jf1meKSHGIwFFhSTJT7zwEEPxmjTJDNK209pqtudbVVVu2/NtypTk92jKlMLGAyCvmN3mJ9ZDzK47olAPMWQv0xlbhZjhFX2N2lrpwQelq66yn90Wf+18xFdebmaK2Y37aWkx25N9hnzf19pacy/sZgD++Mdm5lt1tXdm46Ur1++lV2cjxvNLnPAMkiQ/SfYftN1DDN6R6dT6QkzFt7vGF74gPfSQdPCgeZDU1JjkO/5nK1/x9fRIK1aYv8dPsV+xwmw/8cTs43Ai7oYGaf364YdtZaX06qvSnDnDY5LcKJuQrVzviVfKRqTilzjhKYFIJBJxO4h8CofDqqmpUW9vb/FUCY/+bSjRQwzeEQqZKeyJWgDXr4/9/mW6fyFicurYVHbulE4/XWprM9P/Dx2SKiqkTZukNWukrVtNSYBs4shH3IX4XuVTrvH75fP7JU4HWM+8jXPm6OwJExw552t9fZq3bZu2bdumuXPnOnJOv6AlyY9qa4vmH3RJSGfGVvT3M9P9CxGTU8emMmmStGCBdPvtI7fFdyl74b4W4nuVT7nG75fP75c4HfR6T48Cg4NDr8vKylQeteZqJoIDA06F5TskSUC+ZTpjqxAzvHK5Rj7jy6RL2Qv31euz8VLJNX6/fH6/xOmg5Z2djp5vXEWF6uvrHT2nH5AkAfmW6azEQsxizOUa+Y4vfsxPoi5lL9xXv884zTV+v3x+v8TpoFWNjWqqrJQkvXvwoG7etUvr1q1TU1NTVuerr69XY2OjkyH6AkkSkG+ZzkosxCzGXK5RiPjS6VL2wn31+4zTXOP3y+f3S5wOaq2rGxqT9Fpfn27etUtNTU0lN6YoZ5Ei19vbG5EU6e3tdTsUlLLOzkiktTUSkYa/WlvN+07sX4iYCh1fOrxwX71yL7KVa/x++fx+iTNH1jNv45w5kci550Yi554b2TZvXkRSZNu2bW6H5zvMbgMKJdNZiYWYxZjLNbwyy9IL99Ur9yJbucbvl8/vlzhzYDe7rZRnp+WK7jagUDKdlViIWYy5XMMrsyy9cF+9ci+ylWv8fvn8fokTnsGyJAAAADZIkgAAAGzQ3QYAxY41y4CskCQBpYyHZ/FjzTIga3S3AaWqq8usZ9XUZNZJmzXLvO7qcjsyOCUUGpkgSeb1FVeY7QASIkkCShEPz/wLhcyCvZs3Sx0d7tzTdNYsA5AQSRJQinh45pdXWulKcM0ywEkkSUAp4uGZP15qpSvBNcsAJ5EkAaWIh2f+eKmVzlqzzE6RrlkGOIkkCShFPDzzx0utdLW1ZhZb/Pfamt3GTEYgKUoAAKXIengmmhrOwzN7Xmula2iQ1q8v+jXLgHwgSQJKFQ/P/LBa6ey63NxqpWPNMiArJElAKSvGh6fbBTJppQOKBkkSgOLhlerStNIBRYEkCUBxSDX1fv36wrcokRQBvkaSBKA4pDP1nqQFJeL1nh4FBgclSR0HD0qSgsGg49epr69XY2Oj4+f1CpIkAMXBS1PvAZct7+yMeT1K0pIlSxy/zriKCgU7Ooo2USJJAlAcvDb1HnDRqsZGNVVWDr2eUFamKWPGOHqN4MCAlgSD6u7uJkkCAE/z4tR7wCWtdXU6e8IEt8PwPSpuAygOVJcG4DBakgAYbtcXcgJT7wE4iCQJxctvD3034/VKfSEnMPUegEPobkNx6uqSFi+Wmpqk5mZp1izzuqvL7cjsuRVvKCS9+ab0+uvS8uXSqlWSNdjTqi8UCuU3BgDwKJIkFJ9URQW99tB3K14rMTv5ZGnRIumii6RNm6QnnohNlPbuzc/1AcDjSJJQfNIpKuglbsSbKDHbsEFau1Zqaxt+j/pCAEoUSRKKj9+KCroRb7LEbMMG0+Vnob4QgBLFwG0UHzeLCmYz+NqNeFMlXocOmT/dqC/ktwH3AIoWLUkoPlZRQTv5fOhnO/jajXhTJV4VFe7UF/LbgHsARY0kCcXHjaKCuQy+diPeVIlZU5OpN1TI6f9+G3APoOjR3YbiVOiigrmuQF/oeK3EzEu1kXK9hwDgMJIkFK9CFhV0YvB1oYsgeq06td8G3AMoeiRJQLRsBw1nMvjaSwOTvVSd2s0B9wBggzFJgCWXQcOpxvgcc4y0ebP0xhvSv/+7dPrpDEyO59aAewBIgCQJkHIfNJxs8PWNN0qzZ5uk6JRTpH/7t5FVrRmY7M4AdgBIwldJ0urVqxUIBNQWXQ0YcIITVa+tMT7BoFne4403pC9/2Sz30d8/vJ9dVWsvVgJ3Q/w9DAYLP8sOAP7CN2OStmzZooceekinnXaa26EUFy+Nj4nnVGzWeUIhafx4afRoqaxMOu644fPFDwqurDRJTHOzKaz48cfS7t1mv2TxRI/x2blTuv762POMHSu9+qq0Zk1skmQXQzqfyenvW6bnDYWknh6pr086cECqq5OmTMktFi+Nk/ICL/8bBYqcL1qSDhw4oK997Wt6+OGHVct/Ds7xcuE+p2KLPs/8+dJpp5nV7js6pKVLh88XPSi4stJ0h23aZBZ+XbpU2rVL+vrXM4unry/2PF/5Suwish9/HLt/ugOT8/V9y/S8778vvf66dNVV0mc+I33+82axXK/8DBUDL/8bBUqAL5KkZcuW6cILL9TChQvdDqV4eLlwn1OxpVrE9dRTh88XPWi4rc1s37Ah9vXzz2cWT11d7Hnirx/dhZTuwOR8fd8yPW8oJP3yl9Jtt438fF74GSoGXv43CpQIz3e3rV+/Xq+99pq2bNmS1v6Dg4MaHBwceh0Oh/MVmr95uXCfU7GlWsS1rU26/Xaz36xZw8UVm5vN+5b41+nGMzg4MoGIvr71c9raKj34oLRvn/TWW8m7VPL1fcv0vHv3mm61RJ/P7Z+hYuDlf6PwjETPvNd7ehSIet9pZWVl+uPhw3k7v1d4Oknq6urSihUr1N7eroqKirSOWb16tX7wgx/kObIi4OXCfU7Flu4irtZ+1qDhN96w3y/T6/T1JT/u6FEzMHnsWNMF+Mwzw9sSVb7O1/ct0/P29mZ/X5AeL/8bhWckeuYt7+wsyPXHVVSovr6+INdyg6eTpG3btmnfvn2aN2/e0HtHjhzRiy++qPvuu0+Dg4MaPXp0zDE33nijVq5cOfQ6HA6rgZkxI3m5cJ9TsaWziGv8frW1Uvw/+FQJeqLrpLr+cceZLrbFixN3qaxfH9takK/vW6bnramR/vzn/MQCw8v/RuEZiZ55qxob1WSVGXHYuwcP6uZdu7Ru3Tp9/vOfV2NjY16u4wWeTpJaWlq0Y8eOmPcuu+wyzZo1SzfccMOIBEmSysvLVV5eXqgQ/csag2PXnO924T6nYkt2npYWM4Da7nzxx23aZPa361pKFk86nyPTLpV8fd8yPe+kSdJvf5vdfUF6vPxvFJ6R6JnXWlensydMyMs1X+vr0827dqmpqamoEyTJ4wO3q6qqdMopp8R8VVZW6thjj9Upp5zidnj+5uXCfU7Flug8LS3SihXSjh3254s/bs0as3/8xIFU8aTzOTLtUsnX9y3T89bWShdcIN10k7mfTsYCw8v/RoESEYhEIhG3g8jEueeeqzlz5mjNmjVp7R8Oh1VTU6Pe3l5VV1fnNzg/iq7B4vYCp/Gcii26TlJlpamRNHp0ejWAouvTVFcP10nKJJ5kn2PnTjO9O5Fg0Awqz+Scucj0vNF1kvr7zb651klCLC//G4XnWM+8jXPm5LUlad62bdq2bZvmzp2bl2t4hae72+y88MILbodQXLxcuM+p2LI9j91xU6Y4e/1su1Ty9X3L9Lxe/vkpFtxjwDWe7m4DXLV7t/T735uxNzt2mNdOo0sFADzLdy1JQEG884509dWxBSQXLpQeeEA68URnr2WVHihklwpLXQBASiRJKF7ZJgK7d49MkCTz+uqrpZ/8JLtut2QK2aXS1TWyknOiukwAUMLobkNxymXNqz//eWSCZHn++dT1gbyMpS4AIG0kSSg+uSYCxVzpOJ26TEguFDKzEjdvNgslk1gCRYskCcUn10SgmCsdF3MCWAi5tFAC8B2SJBSfXBOB444bWTjSsnCh2e5XxZwA5htdlUDJIUlC8ck1EZgyxcxii0+UFi6UHnzQ+UHb+WDXJRQKScccM7LcgIWlLpKjqxIoOcxuQ/FxYs2rE080s9j+/OfhafnHHeePBCnR7LUbb5QuvtjMYjtyJHbNNeoypUZXJVBySJJQfKwCjYmmuaebCEyZ4o+kKFqyLqEjR6Qrr5QuuURqazNfknTCCSwlkg66KoGSQ5KE4uRGgUYvSNYltGGDSYz6+6Xbbx9+Pxgs/vviBCdaKAH4CkkSilehCjR6qXp1qi6fQ4cyPwbDbrxxZFdlS4t5H0DRIUmCe9xILqxr9vVJxx5rHnj9/dKBA1Jd3XC3U7qxZVq9OhQyFb17eqSqKmn8eKmyUtq/P/G1du8eHhs1YYJUX5+4G9Cuy6ey0rQgNTeb6/3nf0qvviqtWWM+O91E6dm7V7roouGuykOHpIoKadMm8/7WrbTIOcFLv3Sg5JEkwR1uLI1hXfPll6UnnzQJwm23xbYKfOEL0t13S9dckzq2VFPC16+P/c892YDqiy4y8cRfK9M15OK7hCorpSeekNauje1ia2kx7z/yCN1E6ertHdlVGb8duWHJHHgMJQBQeG7Um4m+Zlub9P77IxMkSTr1VJOUpBNbJlPCk33m224bHkQdfa2uruRryO3ePfK61qB1a5p/W5tJkOI/54YN0r33mi9+S08PA7fzizpU8CBaklB46SQXTj+4o6/Z3Gz+jE8crG2JWgriY8tkSng6A6rjrxUKpV5Dzq7bLXrQ+qFDiT/P889LBw8m/wwYxsDt/HLj/4Ui9npPjwKDg3k5d8df/t8IBoN5Ob8T6uvr1djYmPN5SJKQm2zGD7hRb+boUenZZ03SMH681N1tv5/dwOZEsWXSspDNgOr9+9OPJZ41aH3z5uzPEa/Ux4o4VVoC9qhD5ajlnZ15Pf8oSUuWLMnrNXIxrqJCwY6OnBMlkiRkL9vxA4Xutujqkq6/fjjOZ581A27tJHrfLrZMWhZSfSa7606YkH4s2e6T7r1mrIhRqqUlCoHuTEetamxUU2Vl3s4/oaxMU8aMydv5cxEcGNCSYFDd3d0kSXBJpoOWoxWy28Iuzk2bpMZGM3g5vstt0yYzMNqumys+tkxaFmpqEn/mlhZz3fhr1dYmjiXdNeScuNe5fK+LUaFKS5QaujMd1VpXp7NT/aKFlBi4jezkso5V/OBiSz66LeziXLNGmjZNuukmk6BE27HDzBxLNzarZSEYNIlOMGheR7euWAOwr7125PVaW00ca9aMvFZDQ+5ryDlxr1mzDIVQyP8XgDTRkoTs5Dp+oFDdFnZx9PdLX/2q9J3vSD/+sRm83N9vrm3VScoktmQtC9GtMNYAbavGTl2dNGOGNHasqbFjd61M1pBLNGYo13vNWBEUCt2Z8BiSJGTHifEDhei2SBRHf790yy0mWZozZ+R2p2KLboWxq7ETDJpEafLkxOdIZw25VGOGcvk8jBVBIdGdCQ+huw3ZscYP2PHS+IFM4gyFpJ07zYywjg5n6rIUohUm3/Vl/PK9BgCH0ZKE7BR6OnQu08//6Z+kXbukQGB4OY4FC2LjjG+JqayU7rlHOuss0wKU7ZR3p1th7O7Dvn35rS/D1HcAJYokCdkr1PiBbKefJzpu+3azbpsVZ3xLTPRSHt/8ZmbXjBYKDddnik7QopcfyaQVJtHnufdeE7N13nhOtFYxVgRACaK7DbmprZVmzZLOPNP8mY8WpGy6kpIdt2xZ7Hvxs7cSLeWRSfdVV5e0eLF08snSokVmbbZNm0zyVVmZeStMss+zfPnIit3RnBozlO/vNQB4DEkSvC3b6eeZHBff0tLcbL9kSaprSiaZeecd+4Rmwwbpvvuk118fWSYglVSf57zz7LeV6pihfIwvA1By6G6Dt2Uy8Dl6vM7HH6d/XHxLSyZLk0SzusPa2qQzzpCuu86ca+zY4a629nYTW6atMKnuQ0XFyEJ8XhwfVghUBwfgEFqS4G3pDny2ureamkxLUKp1z+yWF7FksjSJxeoOe/llU6hy0ybTzfaVr4zsastmjFCq+1BXl7qopRPi7/OsWeZ1V5ez18kWK8kDcBBJErwtnenniZYeia9uHX+cJb7SbybHWqzusLY26e/+bmR33YYNZpxTW1t2Y4TSuQ9eHR9WSJl0s9IlByAFkiR4WzpLFSRaemTFCvtlQJItL/L226bA5H33ZbY8gtU61NwsPfec/WfZsMGMHcpmjJAXlmzYvTt5ArJ7t/PXzDSRSbd71ustYgA8gTFJ8Ba78S6ppp8nWnrkkktMy80//qM0OGiOq6mRwmHz0I0fT3PggHTNNeaBX1lpjr3hBtP9VleXfMq71TqUajxTRUX2CY3b0/B7epJvd7olJpuxRel0z7JgL4A00ZIE70j2232yrqRkS4/cfrtJTM480yQ+S5ea4+PPH//gtI5taZF+8IPUyYjVHZZqPFNdXUa3ZAQ3p+GPH598e2Wlc9fKtmsvnW5JFuwFkCaSJHhDOg/FRF0v2Y5bij5/qq6kVA9Oqzts9+7MxzP5RVVV4s/W0mK2OyXbRCadbkkW7AWQJrrb4A1795qZYatWmVae+Knzf/qTGRD98sumG2zBAqmvz7TcjBplutR6eqTqanNcOGzOcfzx5sG4c2dsN5p1jfHjzZT8jz6Snnoq9prRFax7eqR335UOHjTXje6qC4VMctTTI332s2bc0cqV0jPPDF/vvPNMrPv2meuGw2b/8eOl0aOlsjLpuONStwy5Of2+rk666Sbz9+iB6S0t5n27VrJE8ab6HLkkMqm6Jf20YG+29y+bcwIYgZYkeENfn5kin2jqfFeXSZCeeMIsK3L4sHTrrdJ775kk5LTTpHPPlebOla69VhoYMGOMli83x/b1DS83Yl1j6VKTIN17r/SZz9hP15fMn8cea5YoOfnk2K66d94x5zn5ZOnzn5fmzJGuusp00b35prRtm7Rli0kkFiwwx33969Jbb0nnn2/iXr7ctIwtXZp84LDbg41ra6VPflK6+GKz1MpTT5k/L77YvB//oE0Ur3XPkn2OXBOZZN2Sflmw1+7+LV1q7l+2Pwdu/wwBPhOIRCIRt4PIp3A4rJqaGvX29qq6utrtcJDIO++Y5MKu0nVLi/TDH0o/+5lJYJqbh//cvFl6/nn7Y776Vamz0yQp//zP0qOPmuOsa6xaFfs6/vjmZjMu6cEHpX//d/tZawsXmgfx7bePPP7mm6U77rDvNoo+f/TrLVvsBw6HQuZhZneu1tbCDjaObolINHg8WbyJ7ln058j35/V6wclEn3/VqsQ/86nui5d+hpA31jNv45w5OnvCBLfDccVrfX2at22btm3bprlz5+Z0LpIkeMObb5rWmEReesn8J79okWm9iP4zkWefNX8uWiS98Ya0Z0/smJp0jl+zRrrzTun005PvZ3eerVszO856HQya3/Cj7dxpfvtPJP4Yt7tUUsWb6J5Ff458JzLpJHtuSXT/Uv3M2v3spDpnOsfCN6xn3r2NjZrj5GSKDJWVlal8zBhXrh0cGNCSYNCRJIkxSfCGvr7k2/fskax83ppmn2q6ffR2a/xSou12xo83rTu7dqV/nWjhcGbHWa/txttkMkbHC60kqeJNdM+ij8t3yYPaWu8kRfES3b9sl8xJtS2d7fCV5Z2dbofgqnEVFaqvr8/5PCRJ8IZ0xpgMDJi/W8lOqun20dvtzp/q+AMHTJeQ1SKVznWipWq5jD/Oej1hwsiWoPp6MzYqejB5NOvzeaUGUKrvZ6J7Fn+clxOZfEp0/7JZMiedbelsh6+samxUk0stSe8ePKibd+3SunXr1JSs9TKP6uvr1djYmPN5SJLgDdZg2kTjJU480WxraRleNmTTJjP42W6sUEuL9MEHZkxS9GDc6GtY50k0JmnTpuH9Fi60HweycOHwfvHHHziQ+DNFnz/69Re+IJWXjxw70toq/ed/moHl8YlS9OdLZ+p8IZKOZN/PRPfMS4Om3Zbo/iX7WUx1/1L9G+PeF5XWujrXxiS91tenm3ftUlNTU87dXW5jdhu8IVV9m+OPl778ZemBB6QdO8ySI9u3mz/jj7GmpE+bZva16uPEX8NaumThwtjjFy40769ZY15v3y7dc8/I/VpbzaDuHTtGXv+WW6QTTpB+/OOR8cWfv6XFvN6xw8y0u+oq+5ag1atNHHb3J1n18WiF6lJJ9v20u2eFXF7FDxLdvx07zL+BbJan8cLSNoDPMHAb3pLuzKl9+6QjR6SjR02dpCNHzDHjx5taR9b7dgOW47uyqqvN361rWkuX9PSYLq5Rf/ldorJyuE5SdGxWnaRQyOxTXW2Oueqq4bpOzc3mHNOnm3IC0ecvKzO1kiZONHEla55+4w1z7kT3x2uDcxN9P708aNpL8nH/uPdFzQuz25ycXeY2utvgLemMQcl1nIrd8VOmJH+dyfnip1pHT3W3plonOv9bbyW/Vl+fmT6fiNe6VBJ9r0p1rFGm8nH/uPdA2uhuA5yWy9pgThRRpEsFABxBSxIKz+0aPvmOI5dxQU60BOV76jwAlAiSJBRWV5dZNuTUU804na4uM0bnhBPM4OxCxpGvWkK5tAZZLUGJYks30aFLBQByRncbCicUMgnSFVfErtF23nnmvVRFG52MI1ktoVAot/PX1IycCWdZuDB1EmW1BAWD5j4Fg+a1F5bLAIASQksSCmfvXtOCtHbtyNpEzz9vZoMVotjh7t3Jxwzt3p1bDOGwWbQ2Eon9nC0t5v1wOPXAcFqCAMB1tCShcHp7TRebXfFGKfWgZqf09OS2PZX9+6VLLjGf9dlnpaeeMn82N5v39+/P7fwAgIKgJQmFU1NjxgIlU4hih+PHJ98+dqyJM9vurZoaUxU7fpX76O0AAM+jJQn2QiFTmHDzZqmjI/dxOpKZYVVXl3yfQiQQVVWm68tOS4vpJstlbJI1Q80Oyz8AgG+QJGGkri5TDLGpyXQRzZplXqdqBUqlttaswZZsUPPYsbldIx11dWbZkvhEyVrO5Be/yK3rj1pFAFAU6G5DrHyvIn/88Wbtrquuil2k0xrUvHy59Nhj+U0kamulT35Suvhis2TIoUNmdfUPPpAGBqS77jL75dL152atIq/UofJ6TACQAkkSYhViFfmPPzZLa6xYMZygbNpkBjX39xdmpfpp00zpgWBw+L3OTmnlShODlHvXnxsz1PJZ/6mYYgKANJAkIZbTq8jbtSDs3594UHM218hWWZkpRxDdomXx49ihfLcCFktMAJAmkiTESrdadDrdJ4mqa0+bJt16qzRvnmlJGjtWevVVac0a04pTVSW9+aaZil9VZWaj1dVl/jANhUzNI7vzhELD3Xvx9YwWLjRdgvGrrXu9m6gQrYDFEBPc46d/T4BIkhAvnbXD0uk+ia6uvXbtcMtRZaX0n/8pvfyySZQsLS3SE0+Yc7z8svTNb8Zuu+kmM45o2rT0PoddjNHn6e+XnnnGJEdtbbFjkzZtkgYH/ddN5HQroBO8GBPc4bd/T4BIkhAv1dphUnrdJ7t321fXbmuTbrttZEHJDRukQED6p3+S5s8fuU0yA62//OXUv3km6uKJPs+CBebvieoZXXihaWVyspso379F57JmXL54MSYUHt2u8CmSJIyUbGbWzp3pdZ/09JgutvgExO49y/PPm982rYHT0awWn3S6Z5J18VjnOXIk+TkqK53tJirEb9HptAIWmhdjQuHR7Vpwr/f0KDA46Mq1Ow4elCQFoyfGeEB9fb0aGxszOoYkCfYSzcxKt/tk/Hhpz56R2w8dSn78X/5x2Tp0KL3umVT7WOdJ9vAuS/FPI5NuokL9Fp2qFdCNh5AXY0Lh0e1acMs7O129/ihJS5YscTWGeOMqKhTs6MgoUSJJQmbS7T6pqrJ/AFZUJD8+2faKivS6Z1LtU1FhkrhkD++BgdyuEa2Qv0W7WZ/JTzGhsOh2LbhVjY1qqqx07foTyso0ZcwY164fLzgwoCXBoLq7u0mSkEfpdp/U1Zlus4ULY6fYb9pkBlDbLXLb2mrGMtlpaTHbrLFE2cbY0mKKRjY1JX94h0LOdRMV+rdoN+ozpeLFmFA4dLsWXGtdnc6eMMHtMHyPZUmQmXSX3KitNdP9/+EfYvdds8bMMEt0/AUXjNxmzUq74IL0HrS1tWYKf6LzNDUNryFXW2uWXTnzTPMf9d69Zr26P//Z/hzZdBPxWzRKHUv1wKdoSULmoltg+vpMwjE4OLyshzVr6xOfkMaNk/75n81+/f3m/SlTkne/rF9vWo1CITOAuqoq8zpJ06dLDz8sffihdOCA6V6rqJC6u6UTTrCv6RTf9faFL0gPPWTGMB05Ih0+bD7DwICJLd14+C0aoNsVvkSShOxY3SepZm0l62ZJ9r4T/3EGAtJ3v5u4lIEl0cDqZ54xf65da9aay3ZmGoOXAYNuV/gM3W3IXqpZW6GQO3FJmcWWbGD1qaeOTJASnScZ67foYNCMywoGzWuK6AGAZ5EkIXvpzNpyQyhkWrjSjS3ZwOnm5vx8xkAgu+MAAAVDdxuyl8msrXxXmw6FpH37zN+XL5euvDL92JINnE5V1yndmWksyQAAvkNLErJnl1xUVkqrVknPPit9/LHU0SG99560dKmZVdbcbGaTLV5sEod0hUKm2vfmzeac0d1cXV3mfP/n/0jLlplEJFU9pujYrYHVdqxZcOmcJ1nsXu2WBAAkRJKE7MUnF5WVZpHaTZukRYukz3/eJERXXGG+ogubZZIgWEmQXZIVnYA0Nw/XX7LqMdmJn1GWbHryiScmTqDSnZnmZLdksmQRAOAokiRkLz65aGsbuaCtZIpJrl1rtkdLJ0FI1QrT0zO8LbprbM0aacWKkYlSohlliQZWH3987vVdnCommSxZBAA4jjFJyE107ZNDhxIvXmstLBsvVYKQqhWmr2/4dXQXW3+/dMkl5pptbSa2T31quCyBnUTTk3Ot7+JEMUlWUQeAgiNJQu6s5GLz5uT72Q2CTpUgpEqi+vuH/x6/5El//3DS1tqaWyKRS30XJ4pJsoo6ABQc3W1wTjoLy0ZLJ0FIdc4JE0xlbCnzLrZCcWJJBlZRB4CCoyUJzknWYrJwoWnpsaSbIKRarPaVV6S77zavn3lmuIvte98zSVldnTeWPvBCl53b8l0GAgAcRpIE5yRbfuPBB836bosWZZYgJDpnS4tpNbrkEmnBAumxx6S77opdY62uzlsPYje67LySmFAnCoAPebq7bfXq1TrjjDNUVVWliRMn6ktf+pI6OjrcDgvJJJolVlMjRSJmn0yrTTc0mEVyn31Weuop82dzs3notrVJ110nvfOOSY5eflmaP998uT37y8np+tl02XllNhx1ogD4lKdbkjZu3Khly5bpjDPO0OHDh7Vq1Sq1trbqzTffVGV0zZ1SlW4rQSatCda+PT3S+PEmobG+jjlGOu644WMTnTf63H190ujR0rXXmgSmrc08sP/wBzO9fvx40+rT2ytVVZnrjB5trhUOS9XVZsB3KCRNnSr96U/SN75hjnniCVNaIHpGXWur9NprptXq6FFzjg8/NOcfPVqaPDl5S0ouLS/Rx44fb7oCr79+eHB5ri0n48dL99xjvjdVVeZ1XZ19fLt3m3t85ZWmAvmrr5oxW1Zi8thj0pQp2cURLZ37le2g8/hzV1eb7+f+/XTXASgIT7ck/epXv9LSpUt18skna/bs2Xr00UfV2dmpbdu2uR2a+9JtJcikNSF63wULpNmzzUP+3XelG24wrSFLl0pvvy299Zb9ed97z2y3tv3859L//t8mQYouNLlokXTaaWbx2Hfflf7H/xi+3jvvSDfeKJWXm2NPO0065xxp3jzp3nvN7LXvfc++JlN7u2lZevVVac4c6eyzpc98xiRnb79t4k/UkpJLy0v8saecIv3bv5nPbCX0ubScWOc/+WRTpHPOHOmaa6QDB+z3XbrUdEl+5SvSRReZ+27F0t5uWvhybVFK935lM+jc7txf/7r5uWtpcb+VEEBJ8HSSFK/3L/+Z1qVaKqLYpdt9kUk3R6J9N2wwycicOebPU081D+cXXrA/b3u7SWysbVYV7ESFJp97LrbQpHW9Sy81CZNdYcrrrzdJVfy26DimTrX/HKeeap+o5NIllOreRdeHymZRXCe/j1YsPT25dXVlElOmg84TnTu+KCnddQDyzNPdbdEikYhWrlypz33uczrllFMS7jc4OKjBwcGh1+FwuBDhFVa63Rf79klnnGFaVg4dksaOje12ie7mSHZOK8m5/fbhP5cvt993yhTzMLNYtZGam9MvNLlhg3TnnbHnifb889LAgP22+Osm+hzxXTy51CFK595Fy3S6fiaxpRtLRUVu9ZUyiSnTQeeZ3E9qRKHEJXrmvd7To0DU+24rKytT+Zgxrl0/mOqZkYBvkqRrr71Wv//97/XSSy8l3W/16tX6wQ9+UKCoXJJJ98WmTbHJSUuL6Xa55JLY/VKd00o64v9MtJ/Fqo2UaP9Ex6VKbsePT7490QK31nXiP28udYjSvXeWTKfrZxJbOrG0tAyXY8i2vlImMSWb9Wg36DzT+0mNKJSwRM+85Z2dLkTjbeMqKlRfX5/RMb5Ikq677jo988wzevHFFzVt2rSk+954441auXLl0OtwOKyGYptinE73RShkWnviu6Ss121tsedJtxBk/J+J9rNYVbAT7Z/ouOrq1PtHV9eOFp0EJLpO/OfNpQ5RJkU0062wncn5M/k+1tYOl05IZ38nYpIyqxOVaVFSP9SIAvIk0TNvVWOjmjwywendgwd1865dWrdunZqamlyLo76+Xo2NjRkd4+kkKRKJ6LrrrtPTTz+tF154QTNmzEh5THl5ucrLywsQnYvS6b5I1WXxve/FPqxTFW20kp1Nm6Tzz5c++MD+3B98YLY/95x5vWaNabnavTv9pKalxZxn4UL7LreFC81g7xUrhj+P5fzzzWe76KLE17FLVHJZOiSde2edJ5vK35nElmrfgQGTIPX3Z5ewZROTJd06Uenez2TXAkpEomdea12dzp4wofAB2Xitr08379qlpqYmzZ071+1wMuLpgdvLli3TunXr9K//+q+qqqrSnj17tGfPHh08eNDt0NyVTs2cVF0QFRWxD6xE57SKNm7fHvvntGkjl/9YuNC8H700iLXQbEWFqXUUf/6FC83+a9bEXu/xx810d7trrFkjXXaZOW9zs6mb9P/+n/T735sZTwMD5n27z7Fjh32iksvSIcmOfeAB6YtfHK4XlU2rZiaxJdp34UJThiE6QcplqRYnllrJ9NzxPytuLzcDoOgFIhGrwp/3BBIUHXz00Ue1dOnStM4RDodVU1Oj3t5eVafqwvGb6Doy8d0XO3ea6dOJBINmGnW099+XfvlLk+iMHWvONWpUbK2kl182s8sk02V33nnDy3+MHTvcxfftb5uH2pEjputs3DhTTLK8PLbWTVXVyDpJo0ZJY8bE1knav998xpoa6TvfkZ58cjju6PpDu3ebukiRiPk6cMBMex89OvM6SZkuHZLLsU6fP37fmprh++5kbPn8zIX6DEARsZ55G+fM8VRL0rxt27Rt2zbftSR5OklyQlEnScmEQqZVJVF3yPr1sQ+YdPdP9VAMhcysOskkTPlYhiLfyQgA+BRJkrM8PSYJOch0RlG6U7qjj+vtHV5ixHrf+tMu4bLq2sQnaNl8NpIiAECekSQVs0xmFKU7pTudhUpzqTnkJq8sBgsA8ASSpGKXTqtLKGTGEz31VGzBSWvNMWm4rECyKstWC1EuNYfcwir1AIA4np7dhgKw1siaPdt+nS/JDMAeOza9FiIpt5pDbmCVegCADVqSSlmydb4kM3ttyxbp7rulX/965Gy4eFYLUbo1dLzSveXX7kEAQF7RklTKUhWc/F//y6z9duaZ0v/9v6mXArFaiNKpoZPuCvKF4MfuQQBA3tGSVMpSPfzffXd43bcNG4arVdslVl/4gkmSdu4cbhl67DH7ujbpjm1KxamWKL91DwIACoKWpFKW6uFfWSmtWmUqWj/1lPSJT0j3328Somhf+ILpklu6NLZlaOlSU0TyzDPN63RWqo8e25SMky1RVvegHZa9AICSRUtSKUs2dujCC6VjjzWtR1ZrkmT2f/BB6a67YqtgL12afstQb69JwNraTIJz6FDsrLpULVxOtURZMq0pBQAoCSRJpSxZcnDPPdKyZSMXpG1vl666yiQiM2ea93buzGzg84QJZvbc2rWxCVhLi3k/VZXYfAy0zqSmFACgJJAklTorOfjTn6Rdu8x7mzZJb70lPfec/THxiUimA5+rq6V77x2ZgG3YYCp4/+QnmZ0vXk9P8u2JUMkbABCFJAnG3/1dbOvMU08l3z86Ucl04HNvr/T88/b7Pv+82T5lSvrni3fokOmSI+EBAOSAJKlYZTLzy677qqIi+fnHjjU1lOrqpCNHzODuQGBkte7WVunoUamjYziGXKfcx4+lih7fZMXe05PfJMkrNZ4KpdQ+LwCI2W3FKdHML6s7LZ5dUrJpkxkjJI2c5bZhg/T++9Kf/2zGJ51yirRo0chq3QsXStdeK332s7Gzz3Kdcl9ba7rrWlrMdZ54wlx30SLztWCBdM01+au55KUaT4VQap8XAP6CJMnPQiHTQvPmm9Lvf29acd58U/rVr6SXX47dt71duvJK6b33Rp5j7NiR516zRrrjDpP4RCchX/mKSU7WrDHT+zdtij1uwwbpvvukl14yU/8vuWS4VcmafVZT48yU++Zm6YUXpB/9yH6AeT6WFCm1JUxK7fMCQBS62/yqq8u00lxxhZklFp0kWLPEohMUyYz3eecdM3Daqnp9xRWmqnZLS+w5+vulDz+UvvlN+yTkuedMN1pbW+wMNck8QK+7buT71rZwOPcp9xMnmu6+5ub0B5g7odSWMCm1zwsUidd7ehQYHHT0nGVlZSofMybj44IDA47GUUgkSX5k/XZ/xhkjEyQpdu21+ESlp2e4WKOVpLz8skmqoo+VzFijQCBxErJhg7mGnUOHEse/f78pH5DLlHurfMHrryffz+klRUptCZNS+7xAkVje2el2CDHGVVSovr7e7TAyRpLkR9Zv94laa6TECUxFxfCDzWoh6O83rU5tbebr0CHpU5+SyspM910yiZKhZAO/o9d4y6UVoqFB6utLvo/TS4qU2hImpfZ5gSKxqrFRTZWVjp3v3YMHdfOuXVq3bp2ampoyPr6+vl6NjY2OxVMoJEl+ZCU5yVpr7La3tJgxREuWjGwB6O+PTbg2bTKJ0p49ya9hlwydf770wQf2+zu9zMeUKYmrhjt5LWt2Vygk/frXJgmNnsXn9PW8IllV9mL8vECRaK2r09mpCvNm4LW+Pt28a5eampo0d+5cx87rdQzc9iPrt/dU0/Sjt7e0SCtWSDt2mAdbOi0EtbXSiSeaWWp2WltHJkMLF5rrTJs2PDsuen+nl/mwut3iB4I7ea3o2V3z50vnnSdt3jw8i8/p63lJIe4vAHgULUl+ZP12b03Tjx+TJJntDQ1myn5Fhdn3kUfMzDPrwdbaasYjxa+h9sEHwy0Exx8vPfywmeofP8j63nulY46R3njDdHtZ67iFw+brwQelwcHhbfla5iOfS4okmt31/PPSqFHS735n/izmJUxYsgVAiSJJ8iPrt/trrzWtNlJsomT9lj9+vFRebh5sS5bEPthqa6V/+Rfp7bel224buYjt//yfw/tOn57ZQzJZtex8ydeSIqlmd40aZeoGFTuWbAFQgkiS/KqhQXrsMWnfPtOic/iwGR9TWzsyGUqkslJavTpxjaH162PPU4oPSWZ3AUDJIknys1SJS6qlJOJbSaKX9xgcNIve9vSYr+rq0lyKgtldAFCyGLhdrNJZSiK6FSR+eY8vf1k69VQzFmnPHmnevNJcisIa/2WH2V0AUNRIkopRuktJRLeCtLUlLky5dq3ZXopLUTC7CwBKFt1txSjdpSSia+A0N6dXmLIUl6JgdlfxSdUVDQAiSSpO6Q42tlpJrrgis8KUpThYuVQHrhcja81Cu3UDGxrciwuA59DdVowyGWxstZJ86lPJj4kuTMlgZfhVul3RACCSpOKU6WDj2lqTLCU6xlrOJNHx6QqFpJ07TbXqjg4eSCi8dLqiAeAvSJKKUTaDjRMdYy1nsmZNboOV05ltB+Qbda8AZIAxScUqm8HG8cdUVZmK3T090tat2Q9WTtXFEV20Esgn6l4ByABJUjHLZrCx3TEnnphbHOnOtgPyLXpGZzzqXgGIQ3cb8s9LXRyMiypt1L0CkAFakjKRj9oq2ZzTbzVe6uulZ581ZQTGjpVefdWMcervN9sL1cXB1G9I1L0CkDaSpHTl4wGbzTn99qDv6pKuuSY23pYWswTKJZdICxYUpouDcVGIRt0rAGmguy0d+aitks05/VbjJVG81lIn99xTuC4Opn4DADJES1I68jHwOJtz+m0AdLJ4N2yQ7r23cK1fXhoXBQB51jEwoPGjRzt2vuDAgGPn8hOSpHTk4wGbzTn99qBPFU9fX2HikJj6DaCkfPOttxw/57iKCtXX1zt+Xi8jSUpHPh6w2ZzTbw96L8XL1G8AJWTjxo0aP368o+esr69XY2Ojo+f0OpKkdOTjAZvNOf32oPdSvNGL+doNevdSNyUA5GjOnDmqrq52OwzfY+B2OvJRW8XJpUO8+qD3WrzW1O9g0KxFFwya116cFQgAcF0gEolE3A4in8LhsGpqatTb25t7Vh1dn8ip2irZnDMfceST3+IFAJ9y9JkHutsyko/aKk4tHeJlfosXAADR3QYAAGCLJAkAAMAGSRIAAIANkiQAAAAbJEkAAAA2SJIAAABskCQBAADYIEkCAACwQZIEAABggyQJAADABkkSAACADZIkAAAAGyRJAAAANsrcDiDfIpGIJCkcDrscCQAA6auqqlIgEHA7jJJW9ElSX1+fJKmhocHlSAAASF9vb6+qq6vdDqOkBSJWU0uROnr0qD744AMy8jSFw2E1NDSoq6uLf5w54D46g/voDO6jMwp9H7N5bkUiEfX19fHMc0jRtySNGjVK06ZNczsM36muruY/UwdwH53BfXQG99EZXr6PgUDAs7H5EQO3AQAAbJAkAQAA2CBJQozy8nLdcsstKi8vdzsUX+M+OoP76AzuozO4j6Wn6AduAwAAZIOWJAAAABskSQAAADZIkgAAAGyQJJWoF198UYsWLdLUqVMVCAT0s5/9LGZ7JBLRrbfeqqlTp2rs2LE699xz9cYbb7gTrEetXr1aZ5xxhqqqqjRx4kR96UtfUkdHR8w+3MfU7r//fp122mlDtWfOOuss/fKXvxzazj3MzurVqxUIBNTW1jb0HvcytVtvvVWBQCDma/LkyUPbuYelhSSpRPX392v27Nm67777bLffdddduvvuu3Xfffdpy5Ytmjx5ss4///yhZV4gbdy4UcuWLdOmTZv03HPP6fDhw2ptbVV/f//QPtzH1KZNm6Yf/vCH2rp1q7Zu3arzzjtPX/ziF4cePNzDzG3ZskUPPfSQTjvttJj3uZfpOfnkk7V79+6hrx07dgxt4x6WmAhKnqTI008/PfT66NGjkcmTJ0d++MMfDr136NChSE1NTeSBBx5wIUJ/2LdvX0RSZOPGjZFIhPuYi9ra2sgjjzzCPcxCX19f5KSTToo899xzkXPOOSeyYsWKSCTCz2O6brnllsjs2bNtt3EPSw8tSRjh3Xff1Z49e9Ta2jr0Xnl5uc455xy98sorLkbmbb29vZKkuro6SdzHbBw5ckTr169Xf3+/zjrrLO5hFpYtW6YLL7xQCxcujHmfe5m+P/zhD5o6dapmzJihxYsX649//KMk7mEpKvq125C5PXv2SJImTZoU8/6kSZP03nvvuRGS50UiEa1cuVKf+9zndMopp0jiPmZix44dOuuss3To0CGNHz9eTz/9tD796U8PPXi4h+lZv369XnvtNW3ZsmXENn4e03PmmWfqJz/5iT71qU9p7969uu222zR//ny98cYb3MMSRJKEhOJXkI5EIqwqncC1116r3//+93rppZdGbOM+pjZz5kxt375d+/fv109/+lNdeuml2rhx49B27mFqXV1dWrFihdrb21VRUZFwP+5lchdccMHQ30899VSdddZZOvHEE/X444+rublZEvewlNDdhhGsmRzWb02Wffv2jfgNCtJ1112nZ555Rr/5zW80bdq0ofe5j+kbM2aMPvnJT+r000/X6tWrNXv2bK1du5Z7mIFt27Zp3759mjdvnsrKylRWVqaNGzfq3nvvVVlZ2dD94l5mprKyUqeeeqr+8Ic/8PNYgkiSMMKMGTM0efJkPffcc0PvffTRR9q4caPmz5/vYmTeEolEdO211+o//uM/9Otf/1ozZsyI2c59zF4kEtHg4CD3MAMtLS3asWOHtm/fPvR1+umn62tf+5q2b9+uE044gXuZhcHBQQWDQU2ZMoWfxxJEd1uJOnDggN5+++2h1++++662b9+uuro6NTY2qq2tTXfccYdOOukknXTSSbrjjjs0btw4/e3f/q2LUXvLsmXL9K//+q/6+c9/rqqqqqHfLmtqajR27NihGjXcx+S+973v6YILLlBDQ4P6+vq0fv16vfDCC/rVr37FPcxAVVXV0Hg4S2VlpY499tih97mXqX3rW9/SokWL1NjYqH379um2225TOBzWpZdeys9jKXJvYh3c9Jvf/CYiacTXpZdeGolEzFTXW265JTJ58uRIeXl55Oyzz47s2LHD3aA9xu7+SYo8+uijQ/twH1O7/PLLI8cff3xkzJgxkeOOOy7S0tISaW9vH9rOPcxedAmASIR7mY6LL744MmXKlMgxxxwTmTp1auRv/uZvIm+88cbQdu5haQlEIpGIS/kZAACAZzEmCQAAwAZJEgAAgA2SJAAAABskSQAAADZIkgAAAGyQJAEAANggSQIAALBBkgQAAGCDJAlAVpYuXaovfelLae177rnnqq2tLek+06dP15o1a4ZeBwIB/exnP5Mk7dq1S4FAQNu3b88qVgDIBkkSUETSSUacOCYftmzZom9+85tuhwEAQ1jgFoAnHHfccW6HAAAxaEkCisTSpUu1ceNGrV27VoFAQIFAQLt27dLGjRv12c9+VuXl5ZoyZYq++93v6vDhw0mPOXLkiL7xjW9oxowZGjt2rGbOnKm1a9fmFN/hw4d17bXXasKECTr22GN10003KXrpyPjuNgBwG0kSUCTWrl2rs846S1deeaV2796t3bt365hjjtFf//Vf64wzztDrr7+u+++/X//yL/+i2267LeExDQ0NOnr0qKZNm6Ynn3xSb775pr7//e/re9/7np588sms43v88cdVVlamzZs3695779U999yjRx55xKmPDwCOo7sNKBI1NTUaM2aMxo0bp8mTJ0uSVq1apYaGBt13330KBAKaNWuWPvjgA91www36/ve/b3uMJI0ePVo/+MEPhl7PmDFDr7zyip588kl99atfzSq+hoYG3XPPPQoEApo5c6Z27Nihe+65R1deeWVuHxwA8oSWJKCIBYNBnXXWWQoEAkPvLViwQAcOHND777+f9NgHHnhAp59+uo477jiNHz9eDz/8sDo7O7OOpbm5OSaOs846S3/4wx905MiRrM8JAPlEkgQUsUgkEpOYWO9JGvF+tCeffFLXX3+9Lr/8crW3t2v79u267LLL9NFHH+U1XgDwErrbgCIyZsyYmJaZT3/60/rpT38akyy98sorqqqq0ic+8QnbYyTpt7/9rebPn69rrrlm6L133nknp9g2bdo04vVJJ52k0aNH53ReAMgXWpKAIjJ9+nRt3rxZu3btUnd3t6655hp1dXXpuuuu086dO/Xzn/9ct9xyi1auXKlRo0bZHnP06FF98pOf1NatW/Vf//Vfeuutt3TzzTdry5YtOcXW1dWllStXqqOjQ0888YR+9KMfacWKFU58bADIC5IkoIh861vf0ujRo/XpT39axx13nD7++GP94he/0O9+9zvNnj1bV199tb7xjW/opptuSnhMZ2enrr76av3N3/yNLr74Yp155pn68MMPY1qVsvH1r39dBw8e1Gc/+1ktW7ZM1113HcUjAXhaIBJdqAQAAACSaEkCAACwRZIEICednZ0aP358wq9cygYAgJvobgOQk8OHD2vXrl0Jt0+fPl1lZUykBeA/JEkAAAA26G4DAACwQZIEAABggyQJAADABkkSAACADZIkAAAAGyRJAAAANkiSAAAAbJAkAQAA2Pj/Ae/ARdjxodcPAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 主图为散点图，副图为直方图\n",
    "    # 注意，主图为散点图，不需要显示传参 kind=“scatter”\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\",data=tips, color=\"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "27f7aedb-3c60-4173-8063-342a440e8c8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x18f78f3d0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 主图为六边形图，副图为直方图\n",
    "    # 注意，需要显示传参 kind=“hex”\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\",data=tips, kind=\"hex\", color=\"red\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8768d4ad-72bf-4fbc-8427-831a5ad12e87",
   "metadata": {},
   "source": [
    "#### height参数\n",
    "通过height参数可以设定绘图的大小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2a5d5bf1-a13a-464f-b175-87935860ed98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x18f8dd1d0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 主图为六边形图，副图为直方图\n",
    "    # 注意，需要显示传参 kind=“hex”\n",
    "    # 通过height设置图形大小\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\",data=tips, kind=\"hex\", height=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d28e0062-4902-4fbc-aeab-a9d1c720a7a8",
   "metadata": {},
   "source": [
    "#### ratio参数\n",
    "通过ratio参数可以设定主图与副图的比例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9b7388b5-e9a2-41de-b7f4-e70aeefb858f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x18fa7f650>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 主图为六边形图，副图为直方图\n",
    "    # 注意，需要显示传参 kind=“hex”\n",
    "    # 通过ration设置图形大小\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\",data=tips, kind=\"hex\", ratio=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fce152f8-1431-40ea-8a06-7a68176c11b7",
   "metadata": {},
   "source": [
    "#### space参数\n",
    "通过space参数可以设定主图跟副图之间的间隔距离"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "48a1ad41-3469-49a6-916d-cbf1ae6d04f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x18f7d7f10>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 主图为六边形图，副图为直方图\n",
    "    # 意，主图为散点图，不需要显示传参 kind=“scatter”\n",
    "    # 通过space设置主图与副图之间的间隔距离\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\",data=tips, space=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "941b9027-1682-46e4-bb2c-2ce20458ce82",
   "metadata": {},
   "source": [
    "#### marginal_kws参数\n",
    "通过marginal_kws参数可以设定副图的显示效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "dfbd123c-d47c-4e6e-9457-4b99458f7a35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x10ad5cd90>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 主图为六边形图，副图为直方图\n",
    "    # 意，主图为散点图，不需要显示传参 kind=“scatter”\n",
    "    # 通过marginal_kws设置副图显示内容，例如，kde，bins，rug\n",
    "sns.jointplot(x=\"total_bill\", y=\"tip\",data=tips, marginal_kws={\"kde\":True, \"bins\":20})"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
